Overview

Dataset statistics

Number of variables27
Number of observations160359
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory33.0 MiB
Average record size in memory216.0 B

Variable types

NUM23
CAT3
BOOL1

Reproduction

Analysis started2020-08-13 00:05:30.479532
Analysis finished2020-08-13 00:08:28.452117
Duration2 minutes and 57.97 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

op_setting_2 is highly correlated with op_setting_1 and 10 other fieldsHigh correlation
op_setting_1 is highly correlated with op_setting_2 and 10 other fieldsHigh correlation
s1 is highly correlated with op_setting_1 and 13 other fieldsHigh correlation
s2 is highly correlated with op_setting_1 and 13 other fieldsHigh correlation
s3 is highly correlated with s1 and 15 other fieldsHigh correlation
s4 is highly correlated with op_setting_1 and 15 other fieldsHigh correlation
s5 is highly correlated with op_setting_1 and 13 other fieldsHigh correlation
s6 is highly correlated with op_setting_1 and 14 other fieldsHigh correlation
s7 is highly correlated with op_setting_1 and 14 other fieldsHigh correlation
s8 is highly correlated with s3 and 6 other fieldsHigh correlation
s9 is highly correlated with s1 and 15 other fieldsHigh correlation
s10 is highly correlated with op_setting_2 and 14 other fieldsHigh correlation
s11 is highly correlated with s2 and 8 other fieldsHigh correlation
s12 is highly correlated with op_setting_1 and 14 other fieldsHigh correlation
s13 is highly correlated with op_setting_3 and 2 other fieldsHigh correlation
op_setting_3 is highly correlated with s13 and 2 other fieldsHigh correlation
s14 is highly correlated with op_setting_3 and 5 other fieldsHigh correlation
s15 is highly correlated with s3 and 6 other fieldsHigh correlation
s16 is highly correlated with op_setting_1 and 8 other fieldsHigh correlation
s17 is highly correlated with s1 and 15 other fieldsHigh correlation
s18 is highly correlated with s3 and 6 other fieldsHigh correlation
s19 is highly correlated with op_setting_3 and 2 other fieldsHigh correlation
s20 is highly correlated with op_setting_1 and 14 other fieldsHigh correlation
s21 is highly correlated with op_setting_1 and 14 other fieldsHigh correlation
s19 is highly correlated with op_setting_3High correlation
op_setting_3 is highly correlated with s19High correlation
op_setting_2 has 13484 (8.4%) zeros Zeros

Variables

unit_number
Real number (ℝ≥0)

Distinct count260
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean105.55375750659458
Minimum1
Maximum260
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum1
5-th percentile9
Q144
median89
Q3164
95-th percentile237
Maximum260
Range259
Interquartile range (IQR)120

Descriptive statistics

Standard deviation72.86732493
Coefficient of variation (CV)0.6903337849
Kurtosis-0.988565947
Mean105.5537575
Median Absolute Deviation (MAD)56
Skewness0.4458773893
Sum16926495
Variance5309.647042
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9613050.8%
 
8812880.8%
 
1012410.8%
 
5512210.8%
 
9412050.8%
 
1811940.7%
 
911400.7%
 
3411350.7%
 
7111230.7%
 
211080.7%
 
Other values (250)14839992.5%
 
ValueCountFrequency (%) 
19210.6%
 
211080.7%
 
39140.6%
 
49700.6%
 
58290.5%
 
ValueCountFrequency (%) 
2603160.2%
 
2592050.1%
 
2581430.1%
 
2573090.2%
 
2561630.1%
 

cycle_time
Real number (ℝ≥0)

Distinct count543
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean123.33133781078705
Minimum1
Maximum543
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum1
5-th percentile12
Q157
median114
Q3173
95-th percentile276
Maximum543
Range542
Interquartile range (IQR)116

Descriptive statistics

Standard deviation83.53814553
Coefficient of variation (CV)0.6773472745
Kurtosis0.8325328473
Mean123.3313378
Median Absolute Deviation (MAD)58
Skewness0.8471574213
Sum19777290
Variance6978.621759
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
607090.4%
 
647090.4%
 
747090.4%
 
737090.4%
 
727090.4%
 
717090.4%
 
707090.4%
 
697090.4%
 
687090.4%
 
677090.4%
 
Other values (533)15326995.6%
 
ValueCountFrequency (%) 
17090.4%
 
27090.4%
 
37090.4%
 
47090.4%
 
57090.4%
 
ValueCountFrequency (%) 
5431< 0.1%
 
5421< 0.1%
 
5411< 0.1%
 
5401< 0.1%
 
5391< 0.1%
 

op_setting_1
Real number (ℝ)

HIGH CORRELATION

Distinct count670
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.21197310783928
Minimum-0.0087
Maximum42.008
Zeros1133
Zeros (%)0.7%
Memory size1.2 MiB

Quantile statistics

Minimum-0.0087
5-th percentile-0.002
Q10.0013
median19.9981
Q335.0015
95-th percentile42.0052
Maximum42.008
Range42.0167
Interquartile range (IQR)35.0002

Descriptive statistics

Standard deviation16.52798837
Coefficient of variation (CV)0.9602611081
Kurtosis-1.476667288
Mean17.21197311
Median Absolute Deviation (MAD)19.9959
Skewness0.3026356858
Sum2760094.796
Variance273.1743996
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.000414650.9%
 
0.000214410.9%
 
0.000114140.9%
 
0.000514100.9%
 
0.000614090.9%
 
0.000713830.9%
 
0.000313730.9%
 
0.000913390.8%
 
0.000813120.8%
 
0.00112900.8%
 
Other values (660)14652391.4%
 
ValueCountFrequency (%) 
-0.00871< 0.1%
 
-0.00862< 0.1%
 
-0.00851< 0.1%
 
-0.00841< 0.1%
 
-0.00822< 0.1%
 
ValueCountFrequency (%) 
42.0081390.1%
 
42.00793060.2%
 
42.00782950.2%
 
42.00772990.2%
 
42.00762870.2%
 

op_setting_2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count111
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.41000366053667087
Minimum-0.0006
Maximum0.8420000000000001
Zeros13484
Zeros (%)8.4%
Memory size1.2 MiB

Quantile statistics

Minimum-0.0006
5-th percentile-0.0003
Q10.0002
median0.62
Q30.84
95-th percentile0.8413
Maximum0.842
Range0.8426
Interquartile range (IQR)0.8398

Descriptive statistics

Standard deviation0.367938243
Coefficient of variation (CV)0.8974023366
Kurtosis-1.803435447
Mean0.4100036605
Median Absolute Deviation (MAD)0.222
Skewness-0.01587502946
Sum65747.777
Variance0.1353785506
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.842361714.7%
 
0134848.4%
 
0.2588245.5%
 
0.6288115.5%
 
0.787315.4%
 
0.000349633.1%
 
0.000149563.1%
 
0.000249473.1%
 
0.000448913.1%
 
-0.000346102.9%
 
Other values (101)7252545.2%
 
ValueCountFrequency (%) 
-0.000662< 0.1%
 
-0.000521051.3%
 
-0.000444652.8%
 
-0.000346102.9%
 
-0.000245802.9%
 
ValueCountFrequency (%) 
0.8425890.4%
 
0.841910860.7%
 
0.841811460.7%
 
0.841710790.7%
 
0.841611750.7%
 

op_setting_3
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.2 MiB
100
143218
60
 
17141
ValueCountFrequency (%) 
10014321889.3%
 
601714110.7%
 

Length

Max length5
Median length5
Mean length4.893108588
Min length4

s1
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count6
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean485.8408900030557
Minimum445.0
Maximum518.67
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum445
5-th percentile445
Q1449.44
median489.05
Q3518.67
95-th percentile518.67
Maximum518.67
Range73.67
Interquartile range (IQR)69.23

Descriptive statistics

Standard deviation30.42038815
Coefficient of variation (CV)0.06261389021
Kurtosis-1.628882978
Mean485.84089
Median Absolute Deviation (MAD)29.62
Skewness-0.1755897193
Sum77908959.28
Variance925.4000151
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
518.676263339.1%
 
4452885318.0%
 
489.051732010.8%
 
491.191721310.7%
 
449.441719910.7%
 
462.541714110.7%
 
ValueCountFrequency (%) 
4452885318.0%
 
449.441719910.7%
 
462.541714110.7%
 
489.051732010.8%
 
491.191721310.7%
 
ValueCountFrequency (%) 
518.676263339.1%
 
491.191721310.7%
 
489.051732010.8%
 
462.541714110.7%
 
449.441719910.7%
 

s2
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count1799
Unique (%)1.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean597.3610217699038
Minimum535.48
Maximum645.11
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum535.48
5-th percentile536.76
Q1549.96
median605.93
Q3642.34
95-th percentile643.18
Maximum645.11
Range109.63
Interquartile range (IQR)92.38

Descriptive statistics

Standard deviation42.47851647
Coefficient of variation (CV)0.07111029163
Kurtosis-1.668798013
Mean597.3610218
Median Absolute Deviation (MAD)36.94
Skewness-0.1943949434
Sum95792216.09
Variance1804.424361
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
642.535080.3%
 
642.395070.3%
 
642.55050.3%
 
642.375040.3%
 
642.494930.3%
 
642.444930.3%
 
642.454930.3%
 
642.34910.3%
 
642.564900.3%
 
642.274870.3%
 
Other values (1789)15538896.9%
 
ValueCountFrequency (%) 
535.482< 0.1%
 
535.511< 0.1%
 
535.531< 0.1%
 
535.561< 0.1%
 
535.581< 0.1%
 
ValueCountFrequency (%) 
645.111< 0.1%
 
644.711< 0.1%
 
644.532< 0.1%
 
644.521< 0.1%
 
644.51< 0.1%
 

s3
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count15377
Unique (%)9.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1467.0356527541328
Minimum1242.67
Maximum1616.91
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum1242.67
5-th percentile1261.009
Q11357.36
median1492.81
Q31586.59
95-th percentile1596.99
Maximum1616.91
Range374.24
Interquartile range (IQR)229.23

Descriptive statistics

Standard deviation118.1752606
Coefficient of variation (CV)0.08055377545
Kurtosis-1.348230086
Mean1467.035653
Median Absolute Deviation (MAD)100.22
Skewness-0.3533425157
Sum235252370.2
Variance13965.39221
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1589.0661< 0.1%
 
1590.157< 0.1%
 
1585.9355< 0.1%
 
1589.5554< 0.1%
 
1586.4953< 0.1%
 
1587.8653< 0.1%
 
1589.5752< 0.1%
 
1588.2852< 0.1%
 
1586.2351< 0.1%
 
1587.1551< 0.1%
 
Other values (15367)15982099.7%
 
ValueCountFrequency (%) 
1242.671< 0.1%
 
1242.981< 0.1%
 
1243.281< 0.1%
 
1243.511< 0.1%
 
1243.621< 0.1%
 
ValueCountFrequency (%) 
1616.911< 0.1%
 
1615.392< 0.1%
 
1615.011< 0.1%
 
1614.931< 0.1%
 
1614.721< 0.1%
 

s4
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count20582
Unique (%)12.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1260.9564343130103
Minimum1023.77
Maximum1441.49
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum1023.77
5-th percentile1047.35
Q11126.83
median1271.74
Q31402.2
95-th percentile1418.41
Maximum1441.49
Range417.72
Interquartile range (IQR)275.37

Descriptive statistics

Standard deviation136.3000728
Coefficient of variation (CV)0.1080926105
Kurtosis-1.567224122
Mean1260.956434
Median Absolute Deviation (MAD)136.35
Skewness-0.1917854736
Sum202205712.9
Variance18577.70984
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1401.9941< 0.1%
 
1408.6139< 0.1%
 
1406.5639< 0.1%
 
1402.8939< 0.1%
 
1398.6739< 0.1%
 
1403.7239< 0.1%
 
1403.7538< 0.1%
 
1402.9638< 0.1%
 
1401.0838< 0.1%
 
1398.1238< 0.1%
 
Other values (20572)15997199.8%
 
ValueCountFrequency (%) 
1023.771< 0.1%
 
1024.421< 0.1%
 
1025.521< 0.1%
 
1025.751< 0.1%
 
1025.961< 0.1%
 
ValueCountFrequency (%) 
1441.491< 0.1%
 
1441.161< 0.1%
 
1440.771< 0.1%
 
1439.981< 0.1%
 
1439.481< 0.1%
 

s5
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count6
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.894999407579244
Minimum3.91
Maximum14.62
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum3.91
5-th percentile3.91
Q15.48
median9.35
Q314.62
95-th percentile14.62
Maximum14.62
Range10.71
Interquartile range (IQR)9.14

Descriptive statistics

Standard deviation4.265554481
Coefficient of variation (CV)0.4310818329
Kurtosis-1.57026665
Mean9.894999408
Median Absolute Deviation (MAD)5.27
Skewness-0.1166639033
Sum1586752.21
Variance18.19495503
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
14.626263339.1%
 
3.912885318.0%
 
10.521732010.8%
 
9.351721310.7%
 
5.481719910.7%
 
7.051714110.7%
 
ValueCountFrequency (%) 
3.912885318.0%
 
5.481719910.7%
 
7.051714110.7%
 
9.351721310.7%
 
10.521732010.8%
 
ValueCountFrequency (%) 
14.626263339.1%
 
10.521732010.8%
 
9.351721310.7%
 
7.051714110.7%
 
5.481719910.7%
 

s6
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count56
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.424935301417445
Minimum5.67
Maximum21.61
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum5.67
5-th percentile5.71
Q18
median13.66
Q321.61
95-th percentile21.61
Maximum21.61
Range15.94
Interquartile range (IQR)13.61

Descriptive statistics

Standard deviation6.443922376
Coefficient of variation (CV)0.4467210592
Kurtosis-1.638001397
Mean14.4249353
Median Absolute Deviation (MAD)7.93
Skewness-0.0742543589
Sum2313168.2
Variance41.52413559
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
21.614542328.3%
 
8129918.1%
 
5.72125327.8%
 
5.71113367.1%
 
9.0398946.2%
 
15.4992195.7%
 
13.6685705.3%
 
21.654503.4%
 
13.6549243.1%
 
15.542592.7%
 
Other values (46)3576122.3%
 
ValueCountFrequency (%) 
5.674< 0.1%
 
5.681950.1%
 
5.6923191.4%
 
5.724671.5%
 
5.71113367.1%
 
ValueCountFrequency (%) 
21.614542328.3%
 
21.654503.4%
 
21.5926591.7%
 
21.5840282.5%
 
21.5738802.4%
 

s7
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count6311
Unique (%)3.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean359.7299676351188
Minimum136.17
Maximum570.81
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum136.17
5-th percentile138.37
Q1175.71
median341.69
Q3553.29
95-th percentile556.26
Maximum570.81
Range434.64
Interquartile range (IQR)377.58

Descriptive statistics

Standard deviation174.133835
Coefficient of variation (CV)0.4840681919
Kurtosis-1.703357546
Mean359.7299676
Median Absolute Deviation (MAD)202.86
Skewness-0.03923754329
Sum57685937.88
Variance30322.5925
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
138.612580.2%
 
553.762570.2%
 
553.582550.2%
 
553.92520.2%
 
553.722470.2%
 
553.622470.2%
 
553.542440.2%
 
553.912430.2%
 
553.472390.1%
 
553.562390.1%
 
Other values (6301)15787898.5%
 
ValueCountFrequency (%) 
136.171< 0.1%
 
136.311< 0.1%
 
136.381< 0.1%
 
136.431< 0.1%
 
136.451< 0.1%
 
ValueCountFrequency (%) 
570.811< 0.1%
 
570.491< 0.1%
 
570.231< 0.1%
 
570.221< 0.1%
 
5701< 0.1%
 

s8
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count1163
Unique (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2273.829706969986
Minimum1914.72
Maximum2388.64
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum1914.72
5-th percentile1915.36
Q12212.12
median2319.37
Q32388.05
95-th percentile2388.19
Maximum2388.64
Range473.92
Interquartile range (IQR)175.93

Descriptive statistics

Standard deviation142.4266133
Coefficient of variation (CV)0.0626373263
Kurtosis1.459525482
Mean2273.829707
Median Absolute Deviation (MAD)68.77
Skewness-1.513315638
Sum364629058
Variance20285.34018
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2388.0829491.8%
 
2388.0929441.8%
 
2388.0729351.8%
 
2388.128571.8%
 
2388.0628411.8%
 
2388.0528221.8%
 
2388.1127881.7%
 
2388.0426881.7%
 
2388.1226861.7%
 
2388.1325351.6%
 
Other values (1153)13231482.5%
 
ValueCountFrequency (%) 
1914.721< 0.1%
 
1914.771< 0.1%
 
1914.781< 0.1%
 
1914.792< 0.1%
 
1914.82< 0.1%
 
ValueCountFrequency (%) 
2388.641< 0.1%
 
2388.65< 0.1%
 
2388.599< 0.1%
 
2388.586< 0.1%
 
2388.575< 0.1%
 

s9
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count34161
Unique (%)21.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8677.553696019555
Minimum7984.51
Maximum9244.59
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum7984.51
5-th percentile8011.48
Q18334.77
median8764.2
Q39055.85
95-th percentile9081.91
Maximum9244.59
Range1260.08
Interquartile range (IQR)721.08

Descriptive statistics

Standard deviation374.6574536
Coefficient of variation (CV)0.04317546935
Kurtosis-1.300061206
Mean8677.553696
Median Absolute Deviation (MAD)304.12
Skewness-0.3722038082
Sum1391523833
Variance140368.2076
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9063.2237< 0.1%
 
9058.8835< 0.1%
 
9057.5534< 0.1%
 
9055.7933< 0.1%
 
9052.9833< 0.1%
 
9064.4833< 0.1%
 
9056.3833< 0.1%
 
9061.3132< 0.1%
 
9057.0232< 0.1%
 
9064.7932< 0.1%
 
Other values (34151)16002599.8%
 
ValueCountFrequency (%) 
7984.511< 0.1%
 
7984.591< 0.1%
 
7985.181< 0.1%
 
7985.561< 0.1%
 
7986.721< 0.1%
 
ValueCountFrequency (%) 
9244.591< 0.1%
 
9239.761< 0.1%
 
9234.351< 0.1%
 
9228.911< 0.1%
 
9228.531< 0.1%
 

s10
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count21
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.1537048123273403
Minimum0.93
Maximum1.32
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum0.93
5-th percentile0.94
Q11.02
median1.09
Q31.3
95-th percentile1.3
Maximum1.32
Range0.39
Interquartile range (IQR)0.28

Descriptive statistics

Standard deviation0.1421029466
Coefficient of variation (CV)0.123170975
Kurtosis-1.744087099
Mean1.153704812
Median Absolute Deviation (MAD)0.16
Skewness-0.1343680262
Sum185006.95
Variance0.02019324743
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1.35862436.6%
 
1.023893024.3%
 
0.941677010.5%
 
1.261638310.2%
 
1.08122577.6%
 
1.0346512.9%
 
1.0743252.7%
 
1.3137782.4%
 
1.0412270.8%
 
1.017940.5%
 
Other values (11)26201.6%
 
ValueCountFrequency (%) 
0.933470.2%
 
0.941677010.5%
 
0.9524< 0.1%
 
1.017940.5%
 
1.023893024.3%
 
ValueCountFrequency (%) 
1.322150.1%
 
1.3137782.4%
 
1.35862436.6%
 
1.2916< 0.1%
 
1.285< 0.1%
 

s11
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count771
Unique (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean44.21204940165503
Minimum36.04
Maximum48.53
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum36.04
5-th percentile36.71
Q142.01
median44.93
Q347.34
95-th percentile47.83
Maximum48.53
Range12.49
Interquartile range (IQR)5.33

Descriptive statistics

Standard deviation3.426342183
Coefficient of variation (CV)0.07749792713
Kurtosis-0.1772750161
Mean44.2120494
Median Absolute Deviation (MAD)2.61
Skewness-0.8376560865
Sum7089800.03
Variance11.73982075
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
47.349020.6%
 
47.388780.5%
 
47.458780.5%
 
47.38640.5%
 
47.488530.5%
 
47.438470.5%
 
47.368470.5%
 
47.298430.5%
 
47.378430.5%
 
47.288420.5%
 
Other values (761)15176294.6%
 
ValueCountFrequency (%) 
36.041< 0.1%
 
36.071< 0.1%
 
36.081< 0.1%
 
36.12< 0.1%
 
36.112< 0.1%
 
ValueCountFrequency (%) 
48.531< 0.1%
 
48.521< 0.1%
 
48.511< 0.1%
 
48.481< 0.1%
 
48.442< 0.1%
 

s12
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count5982
Unique (%)3.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean338.789820590051
Minimum128.31
Maximum537.49
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum128.31
5-th percentile130.35
Q1164.79
median321.69
Q3521.34
95-th percentile524.05
Maximum537.49
Range409.18
Interquartile range (IQR)356.55

Descriptive statistics

Standard deviation164.1934804
Coefficient of variation (CV)0.4846470303
Kurtosis-1.703998573
Mean338.7898206
Median Absolute Deviation (MAD)190.99
Skewness-0.03864897321
Sum54327996.84
Variance26959.49902
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
521.693020.2%
 
130.563010.2%
 
130.572990.2%
 
521.462950.2%
 
130.652940.2%
 
521.422880.2%
 
130.522880.2%
 
130.542830.2%
 
521.732830.2%
 
521.662830.2%
 
Other values (5972)15744398.2%
 
ValueCountFrequency (%) 
128.311< 0.1%
 
128.451< 0.1%
 
128.461< 0.1%
 
128.542< 0.1%
 
128.561< 0.1%
 
ValueCountFrequency (%) 
537.491< 0.1%
 
537.41< 0.1%
 
537.351< 0.1%
 
537.31< 0.1%
 
537.111< 0.1%
 

s13
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count567
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2349.6452429860497
Minimum2027.57
Maximum2390.49
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum2027.57
5-th percentile2028.25
Q12387.97
median2388.07
Q32388.16
95-th percentile2388.4
Maximum2390.49
Range362.92
Interquartile range (IQR)0.19

Descriptive statistics

Standard deviation111.1672423
Coefficient of variation (CV)0.04731235178
Kurtosis4.475126672
Mean2349.645243
Median Absolute Deviation (MAD)0.09
Skewness-2.544608793
Sum376786761.5
Variance12358.15576
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2388.0952573.3%
 
2388.152323.3%
 
2388.0752053.2%
 
2388.0851433.2%
 
2388.1150313.1%
 
2388.0650283.1%
 
2388.0549343.1%
 
2388.1249133.1%
 
2388.0446562.9%
 
2388.1344832.8%
 
Other values (557)11047768.9%
 
ValueCountFrequency (%) 
2027.571< 0.1%
 
2027.61< 0.1%
 
2027.612< 0.1%
 
2027.641< 0.1%
 
2027.651< 0.1%
 
ValueCountFrequency (%) 
2390.491< 0.1%
 
2390.481< 0.1%
 
2390.391< 0.1%
 
2390.381< 0.1%
 
2390.321< 0.1%
 

s14
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count20090
Unique (%)12.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8088.950972443079
Minimum7845.78
Maximum8293.72
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum7845.78
5-th percentile7875.22
Q18070.53
median8118.59
Q38139.41
95-th percentile8162.051
Maximum8293.72
Range447.94
Interquartile range (IQR)68.88

Descriptive statistics

Standard deviation80.62325701
Coefficient of variation (CV)0.009967084395
Kurtosis2.28395995
Mean8088.950972
Median Absolute Deviation (MAD)31.04
Skewness-1.733426856
Sum1297136089
Variance6500.109571
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
8140.0149< 0.1%
 
8138.8948< 0.1%
 
8138.7646< 0.1%
 
8140.645< 0.1%
 
8143.6144< 0.1%
 
8138.3143< 0.1%
 
814143< 0.1%
 
8137.4842< 0.1%
 
8142.4442< 0.1%
 
8135.8542< 0.1%
 
Other values (20080)15991599.7%
 
ValueCountFrequency (%) 
7845.781< 0.1%
 
7848.361< 0.1%
 
7848.431< 0.1%
 
7849.261< 0.1%
 
7849.791< 0.1%
 
ValueCountFrequency (%) 
8293.721< 0.1%
 
8290.551< 0.1%
 
8290.251< 0.1%
 
8289.631< 0.1%
 
8288.261< 0.1%
 

s15
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count13124
Unique (%)8.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.054746851751382
Minimum8.1563
Maximum11.0669
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum8.1563
5-th percentile8.3584
Q18.43925
median9.0301
Q39.3442
95-th percentile10.8963
Maximum11.0669
Range2.9106
Interquartile range (IQR)0.90495

Descriptive statistics

Standard deviation0.7515810269
Coefficient of variation (CV)0.08300409047
Kurtosis1.038994429
Mean9.054746852
Median Absolute Deviation (MAD)0.4945
Skewness1.312525089
Sum1452010.15
Variance0.56487404
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
8.430375< 0.1%
 
8.446875< 0.1%
 
8.412874< 0.1%
 
8.413672< 0.1%
 
8.430972< 0.1%
 
8.431871< 0.1%
 
8.439171< 0.1%
 
8.438271< 0.1%
 
8.439270< 0.1%
 
8.444670< 0.1%
 
Other values (13114)15963899.6%
 
ValueCountFrequency (%) 
8.15631< 0.1%
 
8.17571< 0.1%
 
8.17871< 0.1%
 
8.17931< 0.1%
 
8.1851< 0.1%
 
ValueCountFrequency (%) 
11.06691< 0.1%
 
11.06631< 0.1%
 
11.06571< 0.1%
 
11.06451< 0.1%
 
11.06421< 0.1%
 

s16
Boolean

HIGH CORRELATION

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.2 MiB
0.03
83152
0.02
77207
ValueCountFrequency (%) 
0.038315251.9%
 
0.027720748.1%
 

s17
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count58
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean360.6988008156698
Minimum302
Maximum400
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum302
5-th percentile307
Q1332
median367
Q3392
95-th percentile395
Maximum400
Range98
Interquartile range (IQR)60

Descriptive statistics

Standard deviation31.02143012
Coefficient of variation (CV)0.08600369629
Kurtosis-1.362355909
Mean360.6988008
Median Absolute Deviation (MAD)27
Skewness-0.342815659
Sum57841299
Variance962.3291266
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
393145279.1%
 
392144319.0%
 
394102816.4%
 
39188205.5%
 
33179314.9%
 
33071034.4%
 
33268794.3%
 
33364954.1%
 
39559733.7%
 
33455803.5%
 
Other values (48)7233945.1%
 
ValueCountFrequency (%) 
3023< 0.1%
 
30338< 0.1%
 
3043780.2%
 
30516941.1%
 
30638682.4%
 
ValueCountFrequency (%) 
4001< 0.1%
 
39920< 0.1%
 
3982090.1%
 
39711580.7%
 
39631171.9%
 

s18
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count6
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2273.754039374154
Minimum1915
Maximum2388
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum1915
5-th percentile1915
Q12212
median2319
Q32388
95-th percentile2388
Maximum2388
Range473
Interquartile range (IQR)176

Descriptive statistics

Standard deviation142.5131144
Coefficient of variation (CV)0.06267745407
Kurtosis1.464774864
Mean2273.754039
Median Absolute Deviation (MAD)69
Skewness-1.515307281
Sum364616924
Variance20309.98777
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
23886263339.1%
 
22122885318.0%
 
23191732010.8%
 
23241721310.7%
 
22231719910.7%
 
19151714110.7%
 
ValueCountFrequency (%) 
19151714110.7%
 
22122885318.0%
 
22231719910.7%
 
23191732010.8%
 
23241721310.7%
 
ValueCountFrequency (%) 
23886263339.1%
 
23241721310.7%
 
23191732010.8%
 
22231719910.7%
 
22122885318.0%
 

s19
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.2 MiB
100
143218
84.93
 
17141
ValueCountFrequency (%) 
10014321889.3%
 
84.931714110.7%
 

Length

Max length5
Median length5
Mean length5
Min length5

s20
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count676
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean25.9427085476961
Minimum10.16
Maximum39.89
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum10.16
5-th percentile10.54
Q114.33
median24.92
Q338.82
95-th percentile39.16
Maximum39.89
Range29.73
Interquartile range (IQR)24.49

Descriptive statistics

Standard deviation11.69142189
Coefficient of variation (CV)0.4506631168
Kurtosis-1.682443318
Mean25.94270855
Median Absolute Deviation (MAD)13.78
Skewness-0.06933399254
Sum4160146.8
Variance136.6893459
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
38.9211870.7%
 
38.8611760.7%
 
38.8911630.7%
 
38.9511570.7%
 
38.8811460.7%
 
38.9111460.7%
 
38.8711440.7%
 
38.911390.7%
 
38.8311350.7%
 
38.9611320.7%
 
Other values (666)14883492.8%
 
ValueCountFrequency (%) 
10.161< 0.1%
 
10.182< 0.1%
 
10.192< 0.1%
 
10.21< 0.1%
 
10.212< 0.1%
 
ValueCountFrequency (%) 
39.892< 0.1%
 
39.851< 0.1%
 
39.842< 0.1%
 
39.824< 0.1%
 
39.812< 0.1%
 

s21
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count26659
Unique (%)16.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.565700424672139
Minimum6.0105
Maximum23.9505
Zeros0
Zeros (%)0.0%
Memory size1.2 MiB

Quantile statistics

Minimum6.0105
5-th percentile6.3217
Q18.6013
median14.9535
Q323.2946
95-th percentile23.4957
Maximum23.9505
Range17.94
Interquartile range (IQR)14.6933

Descriptive statistics

Standard deviation7.015066959
Coefficient of variation (CV)0.4506746736
Kurtosis-1.682372314
Mean15.56570042
Median Absolute Deviation (MAD)8.268
Skewness-0.06936640449
Sum2496100.154
Variance49.21116443
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
6.366435< 0.1%
 
23.300634< 0.1%
 
23.322233< 0.1%
 
23.410933< 0.1%
 
23.392332< 0.1%
 
23.315432< 0.1%
 
23.343431< 0.1%
 
23.27231< 0.1%
 
23.324731< 0.1%
 
23.330431< 0.1%
 
Other values (26649)16003699.8%
 
ValueCountFrequency (%) 
6.01051< 0.1%
 
6.08041< 0.1%
 
6.08431< 0.1%
 
6.09181< 0.1%
 
6.10081< 0.1%
 
ValueCountFrequency (%) 
23.95051< 0.1%
 
23.91591< 0.1%
 
23.91541< 0.1%
 
23.90751< 0.1%
 
23.90221< 0.1%
 

dataset
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.2 MiB
FD004
61249
FD002
53759
FD003
24720
FD001
20631
ValueCountFrequency (%) 
FD0046124938.2%
 
FD0025375933.5%
 
FD0032472015.4%
 
FD0012063112.9%
 

Length

Max length5
Median length5
Mean length5
Min length5

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

unit_numbercycle_timeop_setting_1op_setting_2op_setting_3s1s2s3s4s5s6s7s8s9s10s11s12s13s14s15s16s17s18s19s20s21dataset
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213-0.0014-0.0002100.0518.67642.181582.351405.6114.6221.61554.432388.039070.231.347.22522.032388.008150.178.39010.033912388100.038.8523.3669FD003
314-0.00200.0001100.0518.67642.921585.611392.2714.6221.61555.212388.009064.571.347.24522.492388.088146.568.38780.033922388100.038.9623.2951FD003
4150.00160.0000100.0518.67641.681588.631397.6514.6221.61554.742388.049076.141.347.15522.582388.038147.808.38690.033922388100.039.1423.4583FD003
5160.0011-0.0005100.0518.67642.241584.091400.0114.6221.61554.752388.009074.981.347.07522.422388.028144.928.41520.033932388100.038.9223.4281FD003
617-0.00380.0002100.0518.67642.581585.611401.0914.6221.61554.582388.049074.651.347.38522.462388.028147.058.38420.033912388100.038.8423.4087FD003
718-0.0007-0.0005100.0518.67642.321588.321397.0814.6221.60554.852388.069063.541.347.31522.102387.978157.348.41900.033912388100.039.0523.4590FD003
819-0.00260.0000100.0518.67641.641587.811406.5114.6221.61554.132388.049067.201.347.31521.832388.018147.208.40910.033922388100.038.9923.4693FD003
91100.0019-0.0002100.0518.67642.421587.391402.2514.6221.61554.782387.999070.041.347.35521.962387.998152.868.39870.033912388100.038.9423.4781FD003

Last rows

unit_numbercycle_timeop_setting_1op_setting_2op_setting_3s1s2s3s4s5s6s7s8s9s10s11s12s13s14s15s16s17s18s19s20s21dataset
160349100191-0.0005-0.0000100.0518.67643.691610.871427.1914.6221.61551.782388.269068.901.348.07519.802388.288143.568.50920.033982388100.038.3923.1218FD001
160350100192-0.00090.0001100.0518.67643.531601.231419.4814.6221.61551.142388.179060.451.348.18520.592388.218143.468.48920.033972388100.038.5623.0770FD001
160351100193-0.00010.0002100.0518.67643.091599.811428.9314.6221.61552.042388.299067.571.348.19520.112388.198142.028.54240.033972388100.038.4723.0230FD001
160352100194-0.00110.0003100.0518.67643.721597.291427.4114.6221.61551.992388.239068.851.348.12519.552388.228139.678.52150.033942388100.038.3823.1324FD001
160353100195-0.0002-0.0001100.0518.67643.411600.041431.9014.6221.61551.422388.239069.691.348.22519.712388.288142.908.55190.033942388100.038.1423.1923FD001
160354100196-0.0004-0.0003100.0518.67643.491597.981428.6314.6221.61551.432388.199065.521.348.07519.492388.268137.608.49560.033972388100.038.4922.9735FD001
160355100197-0.0016-0.0005100.0518.67643.541604.501433.5814.6221.61550.862388.239065.111.348.04519.682388.228136.508.51390.033952388100.038.3023.1594FD001
1603561001980.00040.0000100.0518.67643.421602.461428.1814.6221.61550.942388.249065.901.348.09520.012388.248141.058.56460.033982388100.038.4422.9333FD001
160357100199-0.00110.0003100.0518.67643.231605.261426.5314.6221.61550.682388.259073.721.348.39519.672388.238139.298.53890.033952388100.038.2923.0640FD001
160358100200-0.0032-0.0005100.0518.67643.851600.381432.1414.6221.61550.792388.269061.481.348.20519.302388.268137.338.50360.033962388100.038.3723.0522FD001